oneshotlm

What's new

5565 outputs · 169 models · 35 prompts · updated 2026-10-29

Analyses and comparisons →
  1. New Models

    Particle 1 added

    Particle-1’s temporary checks caught a 2048 merge bug, inspected a maze’s structure and tested Matrix Rain’s pause behavior.

    particle-1 — 2048 OUTPUT
    particle-1
    particle-1 — Maze generator & solver OUTPUT
    particle-1
    particle-1 — Matrix digital rain OUTPUT
    particle-1
    Read update →
  2. New Models

    GPT-6.1 Terra added

    GPT-6.1 Terra paired browser checks with targeted game tests. Compare its movement and collision checks with GPT-6.1 Sol’s earlier debugging traces.

    gpt-6.1-terra — Asteroids OUTPUT
    gpt-6.1-terra
    gpt-6.1-sol — Asteroids OUTPUT
    gpt-6.1-sol
    gpt-6.1-terra — Wolfenstein raycaster OUTPUT
    gpt-6.1-terra
    gpt-6.1-sol — Wolfenstein raycaster OUTPUT
    gpt-6.1-sol
    Read update →
  3. Blog

    What coding agents actually check

    A coding agent says it has tested the app in a browser. You open it anyway, click the buttons, change the inputs, and check it yourself. You delegated verification, but still cannot tell which parts of the result you can rely on.

    Read article →
  4. New Models

    Kimi K3.1 Pro added

    Kimi K3.1 Pro combined short browser-tool traces with scripted game checks, including a playable route through Platformer Dave.

    kimi-k3.1-pro — Dangerous Dave platformer OUTPUT
    kimi-k3.1-pro
    kimi-k3.1-pro — Space Invaders OUTPUT
    kimi-k3.1-pro
    kimi-k3.1-pro — Snake OUTPUT
    kimi-k3.1-pro
    kimi-k3.1-pro — Maze generator & solver OUTPUT
    kimi-k3.1-pro
    Read update →
  5. New Models

    Mercury 3 added

    Mercury 3 made game and UI state readable as text, then used that feedback to revise its builds.

    mercury-3 — Brick breaker OUTPUT
    mercury-3
    mercury-3 — Drum machine OUTPUT
    mercury-3
    mercury-3 — Reaction-diffusion OUTPUT
    mercury-3
    Read update →
  6. New Models

    MiniMax M3.1 Flash added

    MiniMax revisited every build after editing, but repeated revisions sometimes consumed the full time budget.

    minimax-m3.1-flash — Arpeggiator pad OUTPUT
    minimax-m3.1-flash
    minimax-m3.1-flash — Drum machine OUTPUT
    minimax-m3.1-flash
    minimax-m3.1-flash — Tetris OUTPUT
    minimax-m3.1-flash
    Read update →
  7. New Features

    Save runs, comparisons and models to My shortlist

    Keep interesting builds and models close at hand, return to them later, and open your saved models side by side. No account needed.

    Read update →
  8. New Models

    Nemotron 3.5 Super VL and Muse Spark Open added

    Nemotron’s cube shows a concrete repair sequence; Muse Spark Open’s saved runs contain fewer browser checks.

    nemotron-3.5-super-vl — Rubik's Cube OUTPUT
    nemotron-3.5-super-vl
    muse-spark-open — Arpeggiator pad OUTPUT
    muse-spark-open
    nemotron-3.5-super-vl — Drum machine OUTPUT
    nemotron-3.5-super-vl
    Read update →
  9. Model Refresh

    Five Qwen models refreshed

    173 successful model/prompt builds published in autonomous sessions with browser tools. See each run for its output, transcript, runtime and cost.

    qwen3-vl-30b-a3b-instruct — Top-down alien shooter OUTPUT · TIMED OUT
    qwen3-vl-30b-a3b-instruct
    qwen-2.5-72b-instruct — Top-down alien shooter OUTPUT
    qwen-2.5-72b-instruct
    qwen3.5-35b-a3b — Top-down alien shooter OUTPUT
    qwen3.5-35b-a3b
    qwen3-coder-next — Top-down alien shooter OUTPUT
    qwen3-coder-next
    Read update →
  10. Model Refresh

    Gemini 4 Argon: 3 more builds

    3 successful model/prompt builds published in autonomous sessions with browser tools. See each run for its output, transcript, runtime and cost.

    gemini-4-argon — Pelican on a bicycle OUTPUT
    gemini-4-argon
    gemini-4-argon — Mario-style platformer OUTPUT
    gemini-4-argon
    gemini-4-argon — 3D solar system OUTPUT
    gemini-4-argon
    Read update →
  11. New Models

    Muse Wonder, Ling 3.1 Flash, LFM 2.5 and Gemini 4 Argon added

    Ling repeatedly revised after browser checks; Muse Wonder exercised controls across every prompt.

    ling-3.1-flash — Brick breaker OUTPUT
    ling-3.1-flash
    muse-wonder — Drum machine OUTPUT
    muse-wonder
    ling-3.1-flash — Arpeggiator pad OUTPUT
    ling-3.1-flash
    Read update →
  12. Model Refresh

    Grok 4.7, Qwen3.8 Max and Gemma builds completed

    52 successful model/prompt builds published in autonomous sessions with browser tools. See each run for its output, transcript, runtime and cost.

    mimo-v2.6-flash — Top-down alien shooter OUTPUT
    mimo-v2.6-flash
    gemma-4-26b-a4b-it — Aquarium breach OUTPUT
    gemma-4-26b-a4b-it
    minimax-m3 — Arpeggiator pad OUTPUT
    minimax-m3
    gemma-4-26b-a4b-it — Asteroids OUTPUT
    gemma-4-26b-a4b-it
    Read update →
  13. Model Refresh

    496 saved builds published across 18 models

    We have published 496 successful browser-agent builds across 18 models. These outputs were generated in earlier runs and saved in Cloudflare; this release brings them into the gallery without rerunning the models.

    gpt-oss-120b — Aquarium breach OUTPUT
    gpt-oss-120b
    qwen3-8b — Fireworks OUTPUT
    qwen3-8b
    nemotron-3-nano-30b-a3b — Fluid simulation OUTPUT
    nemotron-3-nano-30b-a3b
    laguna-s-2.1 — 3D solar system OUTPUT · TIMED OUT
    laguna-s-2.1
    Read update →
  14. Model Refresh

    Haiku, Qwen, GPT-5 Mini and MiniMax refreshed

    174 successful model/prompt builds published in autonomous sessions with browser tools. See each run for its output, transcript, runtime and cost.

    claude-haiku-5.5 — Top-down alien shooter OUTPUT
    claude-haiku-5.5
    qwen3.8-flash — Top-down alien shooter OUTPUT
    qwen3.8-flash
    qwen3.6-35b-a3b — Top-down alien shooter OUTPUT
    qwen3.6-35b-a3b
    gpt-5-mini — Top-down alien shooter OUTPUT
    gpt-5-mini
    Read update →
  15. Model Refresh

    Step 5, Qwen3.8 27B, Gemini 3.5 Flash Lite and MiMo Pro refreshed

    139 successful model/prompt builds published in autonomous sessions with browser tools. See each run for its output, transcript, runtime and cost.

    qwen3.8-27b — Top-down alien shooter OUTPUT
    qwen3.8-27b
    mimo-v2.6-pro — Top-down alien shooter OUTPUT
    mimo-v2.6-pro
    gemini-3.5-flash-lite — Top-down alien shooter OUTPUT
    gemini-3.5-flash-lite
    step-5-preview — Top-down alien shooter OUTPUT
    step-5-preview
    Read update →
  16. Model Refresh

    GPT-5 Nano, GPT-6 Luna, GLM-5.3 Flash, MiMo and Gemma refreshed

    139 successful model/prompt builds published in autonomous sessions with browser tools. See each run for its output, transcript, runtime and cost.

    gpt-5-nano — Top-down alien shooter OUTPUT
    gpt-5-nano
    gpt-6-luna — Top-down alien shooter OUTPUT
    gpt-6-luna
    glm-5.3-flash — Top-down alien shooter OUTPUT
    glm-5.3-flash
    gpt-5-nano — Aquarium breach OUTPUT
    gpt-5-nano
    Read update →
  17. Model Refresh

    Terra, Gemini Pro, Grok, Qwen Max and Kimi refreshed

    140 successful model/prompt builds published in autonomous sessions with browser tools. See each run for its output, transcript, runtime and cost.

    gpt-5.6-terra — Top-down alien shooter OUTPUT
    gpt-5.6-terra
    gemini-3.1-pro-preview — Top-down alien shooter OUTPUT
    gemini-3.1-pro-preview
    grok-4.7 — Top-down alien shooter OUTPUT
    grok-4.7
    qwen3.8-max-0902 — Top-down alien shooter OUTPUT
    qwen3.8-max-0902
    Read update →
  18. Model Refresh

    Refreshed DeepSeek V4.1 Flash

    DeepSeek V4.1 Flash has 34 complete outputs in this refresh across the current 35 prompts, with HTML, previews, transcripts and OpenRouter-reported usage available on each run page.

    deepseek-v4.1-flash — Aquarium breach OUTPUT
    deepseek-v4.1-flash
    deepseek-v4.1-flash — Arpeggiator pad OUTPUT
    deepseek-v4.1-flash
    deepseek-v4.1-flash — Asteroids OUTPUT
    deepseek-v4.1-flash
    deepseek-v4.1-flash — Boids flocking OUTPUT
    deepseek-v4.1-flash
    Read update →
  19. New Models

    Gemini 3.8 Flash and Muse Spark 1.3

    Gemini 3.8 Flash and Muse Spark 1.3 are now available across the current 35 prompts. This batch produced 69 complete outputs: 34 from Gemini and all 35 from Muse, with HTML, previews, transcripts and OpenRouter-reported usage on each run page.

    gemini-3.8-flash — Top-down alien shooter OUTPUT
    gemini-3.8-flash
    muse-spark-1.3 — Top-down alien shooter OUTPUT
    muse-spark-1.3
    gemini-3.8-flash — Aquarium breach OUTPUT
    gemini-3.8-flash
    muse-spark-1.3 — Aquarium breach OUTPUT
    muse-spark-1.3
    Read update →
  20. Model Refresh

    Ten models refreshed with 322 complete outputs

    This refresh publishes 322 complete results across ten models, each with HTML, previews, a transcript and OpenRouter-reported usage. The models ran the current 35 prompts with the pi harness and browser tools available.

    gemma-4-26b-a4b-it — Top-down alien shooter OUTPUT · STOPPED BY AN API ERROR
    gemma-4-26b-a4b-it
    qwen-2.5-7b-instruct — Top-down alien shooter OUTPUT
    qwen-2.5-7b-instruct
    nova-lite-v1 — Top-down alien shooter OUTPUT
    nova-lite-v1
    qwen3.5-flash-02-23 — Top-down alien shooter OUTPUT
    qwen3.5-flash-02-23
    Read update →
  21. Model Refresh

    Ten models refreshed with 340 complete outputs

    This refresh publishes 340 complete results across ten models, each with HTML, previews, a transcript and OpenRouter-reported usage. The models ran the current 35 prompts with the pi harness and browser tools available.

    ministral-14b-2512 — Top-down alien shooter OUTPUT
    ministral-14b-2512
    step-3.5-flash — Top-down alien shooter OUTPUT
    step-3.5-flash
    gemma-4-31b-it — Top-down alien shooter OUTPUT
    gemma-4-31b-it
    qwen3-235b-a22b-2507 — Top-down alien shooter OUTPUT · STOPPED BY AN API ERROR
    qwen3-235b-a22b-2507
    Read update →
  22. Model Refresh

    Five models refreshed with the browser harness

    Fresh runs of 35 prompts are now published for five models:

    mistral-nemo — Top-down alien shooter OUTPUT
    mistral-nemo
    ling-3.0-flash — Top-down alien shooter OUTPUT
    ling-3.0-flash
    gpt-oss-20b — Top-down alien shooter OUTPUT
    gpt-oss-20b
    llama-3.1-8b-instruct — Top-down alien shooter OUTPUT
    llama-3.1-8b-instruct
    Read update →
  23. New Models

    Added Mistral Large 4

    Mistral Large 4 joins the gallery with runnable outputs for all 35 current prompts.

    mistral-large-4-0 — Aquarium breach OUTPUT · STOPPED BY AN API ERROR
    mistral-large-4-0
    mistral-large-4-0 — Fireworks OUTPUT · STOPPED BY AN API ERROR
    mistral-large-4-0
    mistral-large-4-0 — Fluid simulation OUTPUT · STOPPED BY AN API ERROR
    mistral-large-4-0
    mistral-large-4-0 — Rubik's Cube OUTPUT · STOPPED BY AN API ERROR
    mistral-large-4-0
    Read update →
  24. Model Refresh

    Refreshed DeepSeek V4.1 Flash

    A fresh run on our rewritten prompts: 33 complete builds with browser iteration and new previews.

    deepseek-v4.1-flash — Aquarium breach OUTPUT
    deepseek-v4.1-flash
    deepseek-v4.1-flash — Fireworks OUTPUT
    deepseek-v4.1-flash
    deepseek-v4.1-flash — Fluid simulation OUTPUT
    deepseek-v4.1-flash
    deepseek-v4.1-flash — Rubik's Cube OUTPUT
    deepseek-v4.1-flash
    Read update →
  25. New Models

    Added Claude Sonnet 5.5

    Claude Sonnet 5.5 produced HTML for all 35 prompts, checking its work in the browser on every run.

    claude-sonnet-5.5 — Pelican on a bicycle OUTPUT
    claude-sonnet-5.5
    claude-sonnet-5.5 — Aquarium breach OUTPUT
    claude-sonnet-5.5
    claude-sonnet-5.5 — Synthwave sunset OUTPUT
    claude-sonnet-5.5
    claude-sonnet-5.5 — Rubik's Cube OUTPUT
    claude-sonnet-5.5
    Read update →
  26. New Models

    Added GPT-6.1 Sol

    GPT-6.1 Sol produced HTML for all 35 prompts, using browser inspection and iteration in our new pipeline.

    gpt-6.1-sol — Top-down alien shooter OUTPUT
    gpt-6.1-sol
    gpt-6.1-sol — Aquarium breach OUTPUT
    gpt-6.1-sol
    gpt-6.1-sol — Boids flocking OUTPUT
    gpt-6.1-sol
    gpt-6.1-sol — Double pendulum OUTPUT
    gpt-6.1-sol
    Read update →
  27. New Models

    Qwen3.8: the 27B meets the 2.4T flagship

    We added the smaller Qwen3.8-27B, so we put it straight up against the 2.4-trillion-parameter Qwen3.8-2.4T-A95B already in the gallery — same family, roughly two orders of magnitude apart in size. Both are reliable builders (34 of 35 and 35 of 35 shipped), so the story is entirely in the quality.

    qwen3.8-27b — Brick breaker OUTPUT · TIMED OUT
    qwen3.8-27b
    qwen3.8-2.4t-a95b — Brick breaker OUTPUT
    qwen3.8-2.4t-a95b
    qwen3.8-27b — Flow-field particles OUTPUT
    qwen3.8-27b
    qwen3.8-2.4t-a95b — Flow-field particles OUTPUT
    qwen3.8-2.4t-a95b
    Read update →
  28. New Models

    Added Grok 4.6

    xAI's Grok 4.6 ran the full matrix clean — 35 of 35 builds shipped — with a clear strength in generative canvas work.

    grok-4.6 — Flow-field particles OUTPUT
    grok-4.6
    grok-4.6 — Aquarium breach OUTPUT
    grok-4.6
    grok-4.6 — Boids flocking OUTPUT
    grok-4.6
    grok-4.6 — Brick breaker OUTPUT
    grok-4.6
    Read update →
  29. New Models

    Meta Muse: Spark 1.2 vs Glimmer 30B

    Meta shipped two new Muse models, so we ran both through the same 35 one-shot prompts. Neither failed to ship a single build — 35 of 35 runnable each — so the gap between them is entirely about quality, not reliability.

    muse-spark-1.2 — Flow-field particles OUTPUT
    muse-spark-1.2
    muse-glimmer-30b — Flow-field particles OUTPUT
    muse-glimmer-30b
    muse-spark-1.2 — Boids flocking OUTPUT
    muse-spark-1.2
    muse-glimmer-30b — Boids flocking OUTPUT
    muse-glimmer-30b
    Read update →
  30. New Models

    Added Qwen3.8-2.4T-A95B

    Alibaba's 2.4-trillion-parameter Qwen3.8-2.4T-A95B turned in the most consistent run of the batch — 35 of 35 builds shipped, zero blank or crashed, and the tightest quality spread in the set.

    qwen3.8-2.4t-a95b — Arpeggiator pad OUTPUT
    qwen3.8-2.4t-a95b
    qwen3.8-2.4t-a95b — Boids flocking OUTPUT
    qwen3.8-2.4t-a95b
    qwen3.8-2.4t-a95b — Bouncing balls in a heptagon OUTPUT
    qwen3.8-2.4t-a95b
    qwen3.8-2.4t-a95b — Brick breaker OUTPUT
    qwen3.8-2.4t-a95b
    Read update →
  31. New Models

    ByteDance Seed: 2.0 Code vs 2.1 Turbo

    Two new ByteDance Seed models went through the matrix together — both 35 of 35 on build reliability, but with opposite temperaments.

    seed-2.0-code — Boids flocking OUTPUT
    seed-2.0-code
    seed-2-1-turbo — Boids flocking OUTPUT
    seed-2-1-turbo
    seed-2.0-code — Lorenz attractor OUTPUT
    seed-2.0-code
    seed-2-1-turbo — Lorenz attractor OUTPUT
    seed-2-1-turbo
    Read update →
  32. New Models

    Added Qwen3.8-Max

    Alibaba's new flagship Qwen3.8-Max ran all 35 one-shot prompts with zero build failures — a clean sweep of the matrix, and a solid mid-pack showing on quality.

    qwen3.8-max — 2048 OUTPUT
    qwen3.8-max
    qwen3.8-max — Boids flocking OUTPUT
    qwen3.8-max
    qwen3.8-max — Rubik's Cube OUTPUT
    qwen3.8-max
    qwen3.8-max — Flow-field particles OUTPUT
    qwen3.8-max
    Read update →
  33. New Features

    Compare any models across every prompt

    A new side-by-side grid: pick up to 10 models and see how each one built every prompt, in one scrollable table.

    Read update →
  34. New Models

    Kimi K3 vs Claude Opus 4.8, one shot each

    We ran Moonshot's new Kimi K3 and Claude Opus 4.8 through the same 34 one-shot prompts, same harness, and they finish within a hair of each other — K3 at 3.24 average, Opus at 3.12. The interesting part is where each one misses.

    kimi-k3 — Fluid simulation OUTPUT
    kimi-k3
    claude-opus-4.8 — Fluid simulation OUTPUT
    claude-opus-4.8
    kimi-k3 — Reaction-diffusion OUTPUT
    kimi-k3
    claude-opus-4.8 — Reaction-diffusion OUTPUT
    claude-opus-4.8
    Read update →
  35. New Models

    Added Moonshot Kimi K3

    Moonshot shipped Kimi K3, a million-token model, so we added it to the matrix and ran all 34 one-shot prompts against it — same harness, same single-shot rules as every other build in the gallery.

    kimi-k3 — Fluid simulation OUTPUT
    kimi-k3
    kimi-k3 — Boids flocking OUTPUT
    kimi-k3
    kimi-k3 — Fireworks OUTPUT
    kimi-k3
    kimi-k3 — Double pendulum OUTPUT
    kimi-k3
    Read update →
  36. New Models

    Added GLM-5.2, MiMo v2.5 and 3 more models

    Five more models joined the matrix this week, and we re-ran every prompt against them. The alien-shooter build is a good stress test: it needs a game loop, collision, and input handling all in one file, so the gap between models shows up fast.

    deepseek-v4-pro — Top-down alien shooter OUTPUT
    deepseek-v4-pro
    kimi-k2.7-code — Top-down alien shooter OUTPUT
    kimi-k2.7-code
    glm-5.2 — Top-down alien shooter OUTPUT
    glm-5.2
    minimax-m2.7 — Top-down alien shooter OUTPUT
    minimax-m2.7
    Read update →
  37. New Features

    Two-tier artifact evaluation is live

    Every build now carries a two-tier grade. Tier 1 measures the artifact deterministically — how much of the screen moves, whether it responds to input, console and JS errors — and Tier 2 hands those measurements plus a capture to a vision model for the final verdict.

    claude-opus-4.8 — 3D solar system OUTPUT
    claude-opus-4.8
    deepseek-v4-pro — 3D solar system OUTPUT
    deepseek-v4-pro
    claude-opus-4.8 — Fluid simulation OUTPUT
    claude-opus-4.8
    deepseek-v4-flash — Fluid simulation OUTPUT
    deepseek-v4-flash
    Read update →
  38. New Prompts

    New prompt: Fluid simulation

    A real-time WebGL fluid sim in one file — the hardest prompt in the set so far.

    deepseek-v4-pro — Fluid simulation OUTPUT
    deepseek-v4-pro
    glm-5 — Fluid simulation OUTPUT
    glm-5
    minimax-m2.7 — Fluid simulation OUTPUT
    minimax-m2.7
    claude-opus-4.8 — Fluid simulation OUTPUT
    claude-opus-4.8
    Read update →